Pith Number

pith:YZFJTUQ4

pith:2026:YZFJTUQ467LMJARUL76NKBCLJL

not attested not anchored not stored refs pending

BARD-MARL: Byzantine-Agent Detection for Learned Communication in Multi-Agent Reinforcement Learning

Almond Kiruthu Murimi

arxiv:2606.20701 v1 · 2026-06-15 · cs.MA · cs.DC · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YZFJTUQ467LMJARUL76NKBCLJL}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-06-23T00:11:54.082631Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c64a99d21cf7d6c482345ffcd5044b4ad04d4484fb94e3d65fbee2f00ca6797a

Aliases

arxiv: 2606.20701 · arxiv_version: 2606.20701v1 · doi: 10.48550/arxiv.2606.20701 · pith_short_12: YZFJTUQ467LM · pith_short_16: YZFJTUQ467LMJARU · pith_short_8: YZFJTUQ4

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/YZFJTUQ467LMJARUL76NKBCLJL \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: c64a99d21cf7d6c482345ffcd5044b4ad04d4484fb94e3d65fbee2f00ca6797a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4908cc89fa9306ad24cf913b8798cf5b6eb86ba1358c6e757ac8c8f3b0538ce9",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-06-15T13:52:25Z",
    "title_canon_sha256": "2ade797c40a6f3efd159625ad50838c53e841670b36d1190ea64174cd0cc8a66"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.20701",
    "kind": "arxiv",
    "version": 1
  }
}